Overview

Dataset statistics

Number of variables13
Number of observations215094
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory93.2 MiB
Average record size in memory454.6 B

Variable types

NUM8
CAT4
BOOL1

Reproduction

Analysis started2020-03-09 06:53:46.438910
Analysis finished2020-03-09 07:04:00.507705
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
회원번호 has a high cardinality: 215094 distinct values High cardinality
회원이름 has a high cardinality: 150751 distinct values High cardinality
담당자 has a high cardinality: 2157 distinct values High cardinality
진행률 is highly correlated with 총불입액High Correlation
총불입액 is highly correlated with 진행률High Correlation
해약금액 has 176137 (81.9%) zeros Zeros
연체횟수 has 3066 (1.4%) zeros Zeros
상태 has 3665 (1.7%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIQUE
Distinct count215094
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean120606.92464224943
Minimum0
Maximum234612
Zeros1
Zeros (%)< 0.1%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile12196.65
Q164479.25
median121871.5
Q3178243.75
95-th percentile222708.35
Maximum234612
Range234612
Interquartile range (IQR)113764.5

Descriptive statistics

Standard deviation66721.49409
Coefficient of variation (CV)0.553214455
Kurtosis-1.159724153
Mean120606.9246
Median Absolute Deviation (MAD)57552.93947
Skewness-0.06307497504
Sum2.594182585e+10
Variance4451757774
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 11343.5 19639.5 36392.5 53461.5 ... 226652.5 228076.5 228248.5 228347.5 234612. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
213309 1 < 0.1%
 
4439 1 < 0.1%
 
6486 1 < 0.1%
 
341 1 < 0.1%
 
2388 1 < 0.1%
 
14674 1 < 0.1%
 
8529 1 < 0.1%
 
10576 1 < 0.1%
 
53583 1 < 0.1%
 
Other values (215084) 215084 > 99.9%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
234612 1 < 0.1%
 
234611 1 < 0.1%
 
234610 1 < 0.1%
 
234609 1 < 0.1%
 
234607 1 < 0.1%
 

회원번호
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE
Distinct count215094
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
218A041035
 
1
218A023141
 
1
214A000549
 
1
218A019777
 
1
217A004748
 
1
Other values (215089)
215089
ValueCountFrequency (%) 
218A041035 1 < 0.1%
 
218A023141 1 < 0.1%
 
214A000549 1 < 0.1%
 
218A019777 1 < 0.1%
 
217A004748 1 < 0.1%
 
1022A11315 1 < 0.1%
 
1022A00267 1 < 0.1%
 
211A003889 1 < 0.1%
 
1011A11517 1 < 0.1%
 
216A006562 1 < 0.1%
 
Other values (215084) 215084 > 99.9%
 

Length

Max length11
Mean length10.00073456
Min length10
ValueCountFrequency (%) 
Uppercase_Letter 16 57.1%
 
Decimal_Number 10 35.7%
 
Connector_Punctuation 1 3.6%
 
Dash_Punctuation 1 3.6%
 
ValueCountFrequency (%) 
Latin 16 57.1%
 
Common 12 42.9%
 
ValueCountFrequency (%) 
ASCII 28 100.0%
 

회원이름
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count150751
Unique (%)70.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
주식회사에프피에이110111
 
70
임덕길470529
 
24
대성건설(주)124-81
 
20
강성복551227
 
12
백승식720219
 
12
Other values (150746)
214956
ValueCountFrequency (%) 
주식회사에프피에이110111 70 < 0.1%
 
임덕길470529 24 < 0.1%
 
대성건설(주)124-81 20 < 0.1%
 
강성복551227 12 < 0.1%
 
백승식720219 12 < 0.1%
 
(주)지케이씨교역540605 10 < 0.1%
 
김숙경550210 9 < 0.1%
 
안규덕631212 8 < 0.1%
 
김현순650213 8 < 0.1%
 
조상영551213 8 < 0.1%
 
Other values (150741) 214913 99.9%
 

Length

Max length25
Mean length9.006541326
Min length8
ValueCountFrequency (%) 
Other_Letter 502 90.6%
 
Uppercase_Letter 26 4.7%
 
Decimal_Number 10 1.8%
 
Lowercase_Letter 9 1.6%
 
Other_Punctuation 3 0.5%
 
Close_Punctuation 1 0.2%
 
Dash_Punctuation 1 0.2%
 
Open_Punctuation 1 0.2%
 
Space_Separator 1 0.2%
 
ValueCountFrequency (%) 
Hangul 502 90.6%
 
Latin 35 6.3%
 
Common 17 3.1%
 
ValueCountFrequency (%) 
Hangul 502 90.6%
 
ASCII 52 9.4%
 

주소
Categorical

Distinct count46
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
경기
59425
서울
54498
인천
16745
경상
 
11440
광주
 
9080
Other values (41)
63906
ValueCountFrequency (%) 
경기 59425 27.6%
 
서울 54498 25.3%
 
인천 16745 7.8%
 
경상 11440 5.3%
 
광주 9080 4.2%
 
부산 8535 4.0%
 
전라 8133 3.8%
 
강원 7861 3.7%
 
충청 7778 3.6%
 
대전 6562 3.1%
 
Other values (36) 25037 11.6%
 

Length

Max length2
Mean length1.999958158
Min length1
ValueCountFrequency (%) 
Other_Letter 46 93.9%
 
Other_Punctuation 1 2.0%
 
Decimal_Number 1 2.0%
 
Space_Separator 1 2.0%
 
ValueCountFrequency (%) 
Hangul 46 93.9%
 
Common 3 6.1%
 
ValueCountFrequency (%) 
Hangul 46 93.9%
 
ASCII 3 6.1%
 

상품금액
Real number (ℝ≥0)

Distinct count24
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.33326345141433056
Minimum0.0
Maximum1.0
Zeros40
Zeros (%)< 0.1%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile0.1571254568
Q10.2570036541
median0.3909866017
Q30.3909866017
95-th percentile0.4640682095
Maximum1
Range1
Interquartile range (IQR)0.1339829476

Descriptive statistics

Standard deviation0.08800895179
Coefficient of variation (CV)0.2640822191
Kurtosis-0.6663673791
Mean0.3332634514
Median Absolute Deviation (MAD)0.07639967687
Skewness-0.6135871896
Sum71682.96882
Variance0.007745575595
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.00609013 0.07369062 0.14616322 0.15834348 ... 0.4954933 0.51961023 0.54397077 0.78465286 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.3909866017 92906 43.2%
 
0.3544457978 35183 16.4%
 
0.2082825822 31927 14.8%
 
0.2570036541 21790 10.1%
 
0.4640682095 15757 7.3%
 
0.1571254568 13124 6.1%
 
0.28136419 2357 1.1%
 
0.3179049939 848 0.4%
 
0.2375152253 268 0.1%
 
0.1352009744 234 0.1%
 
Other values (14) 700 0.3%
 
ValueCountFrequency (%) 
0 40 < 0.1%
 
0.01218026797 3 < 0.1%
 
0.1352009744 234 0.1%
 
0.1571254568 13124 6.1%
 
0.1595615104 56 < 0.1%
 
ValueCountFrequency (%) 
1 10 < 0.1%
 
0.5693057247 48 < 0.1%
 
0.5493300853 1 < 0.1%
 
0.5386114495 78 < 0.1%
 
0.5006090134 26 < 0.1%
 

총불입액
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count935
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1214973287554106
Minimum0.0
Maximum1.0
Zeros137
Zeros (%)0.1%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile0.001895783163
Q10.009069016755
median0.04903417533
Q30.1228160066
95-th percentile0.4917251627
Maximum1
Range1
Interquartile range (IQR)0.1137469898

Descriptive statistics

Standard deviation0.1659612918
Coefficient of variation (CV)1.365966589
Kurtosis1.691116703
Mean0.1214973288
Median Absolute Deviation (MAD)0.1245652135
Skewness1.649109372
Sum26133.34643
Variance0.02754315037
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 2.56186914e-05 1.02474766e-04 9.99128964e-04 1.71645232e-03 ... 6.77409438e-01 7.33975509e-01 7.68407030e-01 8.17594917e-01 1.00000000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.001895783163 13853 6.4%
 
0.4917251627 13538 6.3%
 
0.005994773787 8544 4.0%
 
0.002920530819 7931 3.7%
 
0.4056463596 6289 2.9%
 
0.003945278475 5958 2.8%
 
0.01214325972 5126 2.4%
 
0.01829174566 5048 2.3%
 
0.003535379413 4548 2.1%
 
0.03673720346 3714 1.7%
 
Other values (925) 140545 65.3%
 
ValueCountFrequency (%) 
0 137 0.1%
 
5.123738279e-05 49 < 0.1%
 
0.0001537121484 6 < 0.1%
 
0.000256186914 7 < 0.1%
 
0.0003074242968 6 < 0.1%
 
ValueCountFrequency (%) 
1 1 < 0.1%
 
0.993441615 1 < 0.1%
 
0.9836040375 3 < 0.1%
 
0.9508121125 1 < 0.1%
 
0.9221191782 13 < 0.1%
 

해약금액
Real number (ℝ≥0)

ZEROS
Distinct count1824
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02542004964891966
Minimum0.0
Maximum1.0
Zeros176137
Zeros (%)81.9%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0.2214525284
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.09126681381
Coefficient of variation (CV)3.590347583
Kurtosis16.95820195
Mean0.02542004965
Median Absolute Deviation (MAD)0.04496226425
Skewness4.112052435
Sum5467.700159
Variance0.008329631302
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 8.12693498e-05 1.78018576e-04 2.06398349e-04 2.92827657e-04 ... 6.78205624e-01 6.83877709e-01 6.83880934e-01 6.97755418e-01 1.00000000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 176137 81.9%
 
0.00257997936 7801 3.6%
 
0.00386996904 2470 1.1%
 
0.5015479876 1955 0.9%
 
0.004643962848 1538 0.7%
 
0.00515995872 1431 0.7%
 
0.4135706914 1119 0.5%
 
0.006191950464 1099 0.5%
 
0.007223942208 481 0.2%
 
0.00773993808 372 0.2%
 
Other values (1814) 20691 9.6%
 
ValueCountFrequency (%) 
0 176137 81.9%
 
0.0001625386997 17 < 0.1%
 
0.000193498452 120 0.1%
 
0.0002192982456 16 < 0.1%
 
0.000257997936 33 < 0.1%
 
ValueCountFrequency (%) 
1 2 < 0.1%
 
0.9453044376 1 < 0.1%
 
0.9287925697 1 < 0.1%
 
0.816127451 1 < 0.1%
 
0.8125 1 < 0.1%
 

담당자
Categorical

HIGH CARDINALITY
Distinct count2157
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
더피플라이프
72013
금강종합상조(주)
28707
강대석
 
6336
김영권
 
4857
이덕술
 
4749
Other values (2152)
98432
ValueCountFrequency (%) 
더피플라이프 72013 33.5%
 
금강종합상조(주) 28707 13.3%
 
강대석 6336 2.9%
 
김영권 4857 2.3%
 
이덕술 4749 2.2%
 
김영경 4241 2.0%
 
제이앤지 1848 0.9%
 
심상열 1818 0.8%
 
고달진 1703 0.8%
 
안미나 1489 0.7%
 
Other values (2147) 87333 40.6%
 

Length

Max length11
Mean length4.831027365
Min length2
ValueCountFrequency (%) 
Other_Letter 252 96.9%
 
Uppercase_Letter 4 1.5%
 
Decimal_Number 2 0.8%
 
Close_Punctuation 1 0.4%
 
Open_Punctuation 1 0.4%
 
ValueCountFrequency (%) 
Hangul 252 96.9%
 
Latin 4 1.5%
 
Common 4 1.5%
 
ValueCountFrequency (%) 
Hangul 252 96.9%
 
ASCII 8 3.1%
 

연체횟수
Real number (ℝ≥0)

ZEROS
Distinct count121
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.16695952312322368
Minimum0.0
Maximum1.0
Zeros3066
Zeros (%)1.4%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile0.008333333333
Q10.008333333333
median0.008333333333
Q30.2916666667
95-th percentile0.775
Maximum1
Range1
Interquartile range (IQR)0.2833333333

Descriptive statistics

Standard deviation0.2498663421
Coefficient of variation (CV)1.496568374
Kurtosis0.8985063815
Mean0.1669595231
Median Absolute Deviation (MAD)0.2032338943
Skewness1.460052037
Sum35911.99167
Variance0.0624331889
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.00416667 0.0125 0.02083333 0.02916667 ... 0.8375 0.92083333 0.97916667 0.99583333 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.008333333333 118228 55.0%
 
0.01666666667 4983 2.3%
 
0.8333333333 3586 1.7%
 
0 3066 1.4%
 
0.025 2372 1.1%
 
0.05 1885 0.9%
 
0.4833333333 1862 0.9%
 
0.03333333333 1758 0.8%
 
0.04166666667 1688 0.8%
 
0.425 1535 0.7%
 
Other values (111) 74131 34.5%
 
ValueCountFrequency (%) 
0 3066 1.4%
 
0.008333333333 118228 55.0%
 
0.01666666667 4983 2.3%
 
0.025 2372 1.1%
 
0.03333333333 1758 0.8%
 
ValueCountFrequency (%) 
1 149 0.1%
 
0.9916666667 83 < 0.1%
 
0.9833333333 60 < 0.1%
 
0.975 52 < 0.1%
 
0.9666666667 42 < 0.1%
 

성별
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
1
113423
0
101671
ValueCountFrequency (%) 
1 113423 52.7%
 
0 101671 47.3%
 

나이
Real number (ℝ≥0)

Distinct count91
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.34908228518928963
Minimum0.0
Maximum1.0
Zeros112
Zeros (%)0.1%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile0.101010101
Q10.2525252525
median0.3535353535
Q30.4444444444
95-th percentile0.5858585859
Maximum1
Range1
Interquartile range (IQR)0.1919191919

Descriptive statistics

Standard deviation0.1436689779
Coefficient of variation (CV)0.4115619267
Kurtosis-0.4298260064
Mean0.3490822852
Median Absolute Deviation (MAD)0.116717409
Skewness0.007568506106
Sum75085.50505
Variance0.0206407752
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.01515152 0.02525253 0.03535354 0.04545455 ... 0.88383838 0.89393939 0.91919192 0.99494949 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.3939393939 6518 3.0%
 
0.3838383838 6261 2.9%
 
0.3737373737 6111 2.8%
 
0.3131313131 6033 2.8%
 
0.3434343434 5876 2.7%
 
0.3535353535 5852 2.7%
 
0.404040404 5840 2.7%
 
0.3232323232 5569 2.6%
 
0.4141414141 5525 2.6%
 
0.3333333333 5511 2.6%
 
Other values (81) 155998 72.5%
 
ValueCountFrequency (%) 
0 112 0.1%
 
0.0101010101 182 0.1%
 
0.0202020202 313 0.1%
 
0.0303030303 483 0.2%
 
0.0404040404 671 0.3%
 
ValueCountFrequency (%) 
1 24 < 0.1%
 
0.9898989899 3 < 0.1%
 
0.9797979798 1 < 0.1%
 
0.9696969697 1 < 0.1%
 
0.9393939394 2 < 0.1%
 

진행률
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count605
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.22027684045492693
Minimum0.002564102564102564
Maximum1.2512820512820513
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum0.002564102564
5-th percentile0.002777777778
Q10.012
median0.06923076923
Q30.1722222222
95-th percentile1
Maximum1.251282051
Range1.248717949
Interquartile range (IQR)0.1602222222

Descriptive statistics

Standard deviation0.3297116756
Coefficient of variation (CV)1.496805905
Kurtosis1.024747933
Mean0.2202768405
Median Absolute Deviation (MAD)0.2521903989
Skewness1.612337493
Sum47380.22672
Variance0.108709789
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0025641 0.00267094 0.00305556 0.00356061 0.00381702 ... 0.98666667 0.99083333 0.99583333 1.00357143 1.25128205], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 23750 11.0%
 
0.002564102564 8753 4.1%
 
0.003846153846 7785 3.6%
 
0.007692307692 7232 3.4%
 
0.002777777778 5097 2.4%
 
0.004 4548 2.1%
 
0.01 4170 1.9%
 
0.01538461538 4131 1.9%
 
0.008 3407 1.6%
 
0.02307692308 3387 1.6%
 
Other values (595) 142834 66.4%
 
ValueCountFrequency (%) 
0.002564102564 8753 4.1%
 
0.002777777778 5097 2.4%
 
0.003333333333 8 < 0.1%
 
0.003787878788 49 < 0.1%
 
0.003846153846 7785 3.6%
 
ValueCountFrequency (%) 
1.251282051 1 < 0.1%
 
1.01 7 < 0.1%
 
1.007142857 1 < 0.1%
 
1 23750 11.0%
 
0.9916666667 18 < 0.1%
 

상태
Real number (ℝ≥0)

ZEROS
Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1685216695956187
Minimum0
Maximum4
Zeros3665
Zeros (%)1.7%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median3
Q33
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.063133396
Coefficient of variation (CV)0.490257216
Kurtosis-1.500647419
Mean2.16852167
Median Absolute Deviation (MAD)1.008188777
Skewness-0.1720879326
Sum466436
Variance1.130252619
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 106467 49.5%
 
1 84623 39.3%
 
4 10867 5.1%
 
2 9472 4.4%
 
0 3665 1.7%
 
ValueCountFrequency (%) 
0 3665 1.7%
 
1 84623 39.3%
 
2 9472 4.4%
 
3 106467 49.5%
 
4 10867 5.1%
 
ValueCountFrequency (%) 
4 10867 5.1%
 
3 106467 49.5%
 
2 9472 4.4%
 
1 84623 39.3%
 
0 3665 1.7%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

df_index회원번호회원이름주소상품금액총불입액해약금액담당자연체횟수성별나이진행률상태
000022A00001이옥성590318경기0.2082830.4917250.501548더피플라이프0.00833300.4040401.000
110072A00001안성열581125경기0.2082830.4917250.000000더피플라이프0.00833300.4141411.002
220072A00002배준택831121부산0.2082830.3343240.000000더피플라이프0.27500000.1616160.683
330072A00003배민규821023울산0.2082830.4917250.000000더피플라이프0.00833300.1717171.002
440072A00006최금순340728경기0.2082830.4917250.000000더피플라이프0.00833310.6565661.002
550072A00007주병오520206서울0.2082830.3441620.312693더피플라이프0.25833300.4747470.701
660072A00021정성제760210서울0.2082830.4917250.000000더피플라이프0.00833300.2323231.004
770072A00022신영주541016충청0.2082830.4917250.000000더피플라이프0.00833310.4545451.004
880072A00026윤일선521001서울0.2082830.4720500.481424더피플라이프0.04166710.4747470.961
990072A00027김건용530815서울0.2082830.4917250.000000더피플라이프0.00833310.4646461.004

Last rows

df_index회원번호회원이름주소상품금액총불입액해약금액담당자연체횟수성별나이진행률상태
215084234600U022A21089백쌍순320814부산0.2082830.2851360.235294더피플라이프0.35833310.6767680.5800001
215085234601U022A21090손희락520228부산0.2082830.4081060.416151더피플라이프0.15000000.4747470.8300001
215086234602U022A21305길준분660312부산0.2082830.2654610.213622더피플라이프0.39166710.3333330.5400001
215087234605U022A21379김관수370127경남0.2082830.0982220.000000더피플라이프0.67500000.6262630.2000001
215088234606U022A22154김순옥561026부산0.2082830.0146030.000000더피플라이프0.81666710.4343430.0300001
215089234607U022A22155조길찬761012부산0.2082830.0146030.000000더피플라이프0.81666700.2323230.0300001
215090234609U244A00803배상호820807부산0.2082830.3523590.319917더피플라이프0.15000000.1717170.7166671
215091234610U244A00804배규태830402부산0.2082830.4917250.000000더피플라이프0.00833300.1616161.0000004
215092234611U244A00805김군자490809부산0.2082830.0080440.000000더피플라이프0.50000010.5050510.0166671
215093234612U244A00806정일선540801부산0.2082830.0982220.000000더피플라이프0.40833310.4545450.2000001